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Pipeline run

8bc0e229-7c48-4ab2-bf28-0591e6be2bba

Pipeline LLM cost (USD)

API 1: $0.0020 API 2: $0.0000 API 3: $0.0000 Total: $0.0020

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

SPARSE JD

Nature of work

—

no_db_connection

Tech stack maturity

Mainstream Modern

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

0.00 / 5

· Title match

· Has AI skill

· AI skill (primary)

· AI skill (secondary)

· On AI team

· Builds AI products

vocab breakdown (legacy)

Assistants (×1): —

Frameworks (×2): —

Models / concepts (×3): —

Evidence — skills matched in JD (0)

No skills extracted

Skill cluster (0 dimension groups, role-scoped)

No dimension groups computed for this JD.

Show KRA description ↓

• Work with development teams and product managers to ideate software solutions. • Design client-side and server-side architecture. • Develop and manage well-functioning databases and applications • Converting logics into Ab-Initio from iSeries • Ab-Initio (Graphs), DB2, JMS, • DWH: Big Data/ enterprise level data, iSeries

Status: extract_from_jd_done Created: 2026-05-27T17:16:29.517317Z Updated: 2026-05-27T17:16:29.517317Z

Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

No chosen role stored for this run.

Job description

Minimum Requirements:
• Bachelor's Degree in computer science, engineering, or information systems and/or equivalent formal training or work experience. 
• 2 year+ work experience in information technology or engineering environment.
Roles & responsibilities:
• Work with development teams and product managers to ideate software solutions.
• Design client-side and server-side architecture.
• Develop and manage well-functioning databases and applications
• Converting logics into Ab-Initio from iSeries
Must Have: 
• Ab-Initio (Graphs), DB2, JMS, 
Nice to have: 
• DWH: Big Data/ enterprise level data, iSeries

Library artifacts (this run)

No artifact rows for this run.

nano JD Parser — gpt-4.1-nano click to toggle

Experience2 year+ work experience in information technology or engineering environment.

DomainOther

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science / Engineering / Information Systems (or equivalent)",
      "raw": "Bachelor\u0027s Degree in computer science, engineering, or information systems and/or equivalent formal training or work experience.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 2,
    "raw": "2 year+ work experience in information technology or engineering environment."
  },
  "job_locations": [],
  "role": null,
  "role_aliases": [],
  "role_archetype": "Other",
  "roles_and_responsibilities": [
    {
      "bullet_count": 4,
      "heading": "Roles \u0026 responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Work with development teams",
        "last_5_words": "into Ab-Initio from iSeries"
      },
      "text": "\u2022 Work with development teams and product managers to ideate software solutions.\n\u2022 Design client-side and server-side architecture.\n\u2022 Develop and manage well-functioning databases and applications\n\u2022 Converting logics into Ab-Initio from iSeries",
      "word_count": 42
    },
    {
      "bullet_count": 3,
      "heading": "Must Have",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Ab-Initio (Graphs), DB2,",
        "last_5_words": "DB2, JMS,"
      },
      "text": "\u2022 Ab-Initio (Graphs), DB2, JMS,",
      "word_count": 6
    },
    {
      "bullet_count": 1,
      "heading": "Nice to have",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 DWH: Big Data/ enterprise",
        "last_5_words": "data, iSeries"
      },
      "text": "\u2022 DWH: Big Data/ enterprise level data, iSeries",
      "word_count": 12
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [],
  "jd_role": {
    "display_name": "\u2014",
    "rationale": "role_archetype \u0027Other\u0027 is not in TECH_ARCHETYPES (allowed: [\u0027Data\u0027, \u0027DevOps\u0027, \u0027Engineering\u0027, \u0027QA\u0027, \u0027Research\u0027, \u0027Security\u0027])",
    "role_aliases": [],
    "role_archetype": "Other",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science / Engineering / Information Systems (or equivalent)",
        "raw": "Bachelor\u0027s Degree in computer science, engineering, or information systems and/or equivalent formal training or work experience.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 2,
      "raw": "2 year+ work experience in information technology or engineering environment."
    },
    "job_locations": [],
    "role": null,
    "role_aliases": [],
    "role_archetype": "Other",
    "roles_and_responsibilities": [
      {
        "bullet_count": 4,
        "heading": "Roles \u0026 responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Work with development teams",
          "last_5_words": "into Ab-Initio from iSeries"
        },
        "text": "\u2022 Work with development teams and product managers to ideate software solutions.\n\u2022 Design client-side and server-side architecture.\n\u2022 Develop and manage well-functioning databases and applications\n\u2022 Converting logics into Ab-Initio from iSeries",
        "word_count": 42
      },
      {
        "bullet_count": 3,
        "heading": "Must Have",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Ab-Initio (Graphs), DB2,",
          "last_5_words": "DB2, JMS,"
        },
        "text": "\u2022 Ab-Initio (Graphs), DB2, JMS,",
        "word_count": 6
      },
      {
        "bullet_count": 1,
        "heading": "Nice to have",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 DWH: Big Data/ enterprise",
          "last_5_words": "data, iSeries"
        },
        "text": "\u2022 DWH: Big Data/ enterprise level data, iSeries",
        "word_count": 12
      }
    ],
    "urls": []
  },
  "rejected": true,
  "rejection_reason": "role_archetype \u0027Other\u0027 is not in TECH_ARCHETYPES (allowed: [\u0027Data\u0027, \u0027DevOps\u0027, \u0027Engineering\u0027, \u0027QA\u0027, \u0027Research\u0027, \u0027Security\u0027])",
  "run_id": null,
  "stage3_signals": null,
  "stage4_decision": null,
  "stage5_updates": null
}

API 2 — extract-details

{}

API 3 — final-role-output

{}